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U.S. Patent No. 12,236,477 — Patented Automotive Data Standardization Technology
OAV

The Automotive Answer Engine

Every car has an answer. We hold the evidence.

Ask about a VIN, price, or market. OAV returns an independent, snapshot-dated answer and the market evidence behind it — a verdict where the evidence supports one, and the evidence itself where it doesn't.

Found a car anywhere? Paste the VIN — OAV resolves it against the supported comparable range, drawn from millions of dealer-advertised listings. Dealers can't pay to change a verdict.

OAV.io is an independent automotive market-evidence platform. It evaluates asking prices against comparable listings and publishes a Price-to-Market verdict when the evidence supports one. Days-on-lot and sell-through from similar vehicles are separate demand evidence, never inputs to the Price-to-Market verdict.

Market snapshot · October 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

338 listings found

No Photo

2014 Chevrolet Silverado 1500 LT

Houlton, ME

UnscoredInsufficient · 4
$6,995126,298 mi

Comparison: 4 similar vehicles

Houlton, ME

2010 GMC Canyon SLE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2010 GMC Canyon SLE

Presque Isle, ME

UnscoredInsufficient · 0
$10,49558,255 mi

Presque Isle, ME

2017 GMC Sierra 1500 SLE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 GMC Sierra 1500 SLE

Houlton, ME

UnscoredInsufficient · 4
$12,995132,760 mi

Comparison: 4 similar vehicles

Houlton, ME

2016 RAM 1500 Pickup Big Horn

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 RAM 1500 Pickup Big Horn

Houlton, ME

UnscoredInsufficient · 3
$14,99575,309 mi

Comparison: 3 similar vehicles

Houlton, ME

2016 Chevrolet Silverado 1500 High Country

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 Chevrolet Silverado 1500 High Country

Houlton, ME

UnscoredInsufficient · 0
$14,995112,506 mi

Houlton, ME

2015 Ford F-150 XLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Ford F-150 XLT

Houlton, ME

UnscoredInsufficient · 3
$16,99590,070 mi

Comparison: 3 similar vehicles

Houlton, ME

2015 Chevrolet Silverado 2500HD LTZ

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Chevrolet Silverado 2500HD LTZ

Houlton, ME

UnscoredInsufficient · 0
$18,995157,311 mi

Houlton, ME

2017 Chevrolet Silverado 2500HD Work Truck

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 Chevrolet Silverado 2500HD Work Truck

Caribou, ME

UnscoredLimited · 5
$19,99572,171 mi

Comparison: 5 similar vehicles

Caribou, ME

2020 Ford F-150 XL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2020 Ford F-150 XL

Caribou, ME

UnscoredInsufficient · 0
$20,995102,682 mi

Caribou, ME

2021 Chevrolet Silverado 1500 LT Trail Boss

Image from the dealer's site. OAV does not own, control, or store dealer images.

2021 Chevrolet Silverado 1500 LT Trail Boss

Caribou, ME

UnscoredLimited · 11
$23,995153,007 mi

Comparison: 11 similar vehicles

Caribou, ME

2017 Toyota Tacoma SR5

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 Toyota Tacoma SR5

Presque Isle, ME

UnscoredLimited · 11
$23,995114,466 mi

Comparison: 11 similar vehicles

Presque Isle, ME

2016 Toyota Tundra SR5

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 Toyota Tundra SR5

Houlton, ME

UnscoredInsufficient · 0
$23,99598,170 mi

Houlton, ME

No Photo

2015 Ford F-150 XLT

Houlton, ME

UnscoredInsufficient · 3
$23,99566,062 mi

Comparison: 3 similar vehicles

Houlton, ME

2015 Toyota Tacoma Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Toyota Tacoma Base

Houlton, ME

UnscoredInsufficient · 0
$23,995100,578 mi

Houlton, ME

2021 RAM 1500 Pickup Big Horn/Lone Star

Image from the dealer's site. OAV does not own, control, or store dealer images.

2021 RAM 1500 Pickup Big Horn/Lone Star

Presque Isle, ME

UnscoredInsufficient · 3
$24,494101,717 mi

Comparison: 3 similar vehicles

Presque Isle, ME

2017 Chevrolet Silverado 3500HD Work Truck

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 Chevrolet Silverado 3500HD Work Truck

Presque Isle, ME

UnscoredInsufficient · 0
$24,995101,111 mi

Presque Isle, ME

2018 RAM 1500 Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 RAM 1500 Sport

Caribou, ME

UnscoredInsufficient · 0
$25,550109,725 mi

Caribou, ME

2021 Toyota Tacoma SR

Image from the dealer's site. OAV does not own, control, or store dealer images.

2021 Toyota Tacoma SR

Houlton, ME

UnscoredLimited · 5
$25,99563,599 mi

Comparison: 5 similar vehicles

Houlton, ME

2018 Chevrolet Silverado 1500 LT Z71

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 Chevrolet Silverado 1500 LT Z71

Presque Isle, ME

OverpricedLimited · 15
$25,995103,000 mi

Market: $21,698 – $24,299

Comparison: 15 similar vehicles

Priced ~7% above the typical market range for similar vehicles (based on current market benchmarks)

Presque Isle, ME

2018 GMC Sierra 1500 SLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 GMC Sierra 1500 SLT

Presque Isle, ME

UnscoredLimited · 6
$26,390115,231 mi

Comparison: 6 similar vehicles

Presque Isle, ME

2022 Ford F-150 XL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2022 Ford F-150 XL

Caribou, ME

UnscoredLimited · 13
$26,995Mileage not verified

Comparison: 13 similar vehicles

Caribou, ME

2020 Ford Ranger XLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2020 Ford Ranger XLT

Presque Isle, ME

UnscoredInsufficient · 3
$26,99551,888 mi

Comparison: 3 similar vehicles

Presque Isle, ME

2021 Chevrolet Silverado 1500 Custom

Image from the dealer's site. OAV does not own, control, or store dealer images.

2021 Chevrolet Silverado 1500 Custom

Caribou, ME

Fair PriceModerate · 20
$26,99967,829 mi

Market: $23,900 – $32,995

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Caribou, ME

2020 Jeep Gladiator Sport S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2020 Jeep Gladiator Sport S

Caribou, ME

UnscoredInsufficient · 0
$26,99943,857 mi

Caribou, ME

2019 Chevrolet Silverado 1500 Custom

Image from the dealer's site. OAV does not own, control, or store dealer images.

2019 Chevrolet Silverado 1500 Custom

Caribou, ME

UnscoredLimited · 7
$27,95095,508 mi

Comparison: 7 similar vehicles

Caribou, ME

No Photo

2023 Nissan Frontier SV

Houlton, ME

UnscoredInsufficient · 0
$27,99561,155 mi

Houlton, ME

2019 Ford F-150 Lariat

Image from the dealer's site. OAV does not own, control, or store dealer images.

2019 Ford F-150 Lariat

Caribou, ME

UnscoredInsufficient · 3
$27,995102,724 mi

Comparison: 3 similar vehicles

Caribou, ME

2018 Ford F-150 XLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 Ford F-150 XLT

Caribou, ME

OverpricedModerate · 36
$27,99582,850 mi

Market: $14,800 – $24,969

Comparison: 36 similar vehicles

Priced ~12% above the typical market range for similar vehicles (based on current market benchmarks)

Caribou, ME

2018 Toyota Tacoma SR

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 Toyota Tacoma SR

Houlton, ME

UnscoredInsufficient · 0
$27,99570,215 mi

Houlton, ME

2022 GMC Canyon Elevation

Image from the dealer's site. OAV does not own, control, or store dealer images.

2022 GMC Canyon Elevation

Caribou, ME

UnscoredInsufficient · 0
$27,99948,900 mi

Caribou, ME

2023 Hyundai Santa Cruz Preferred

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Hyundai Santa Cruz Preferred

Caribou, ME

UnscoredInsufficient · 0
$28,99519,611 mi

Caribou, ME

2022 Chevrolet Silverado 1500 Limited Custom

Image from the dealer's site. OAV does not own, control, or store dealer images.

2022 Chevrolet Silverado 1500 Limited Custom

Presque Isle, ME

OverpricedLimited · 16
$28,99560,848 mi

Market: $26,969 – $27,568

Comparison: 16 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Presque Isle, ME

2021 Ford Ranger XLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2021 Ford Ranger XLT

Houlton, ME

UnscoredLimited · 6
$28,99567,622 mi

Comparison: 6 similar vehicles

Houlton, ME

2019 Chevrolet Silverado 1500 LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2019 Chevrolet Silverado 1500 LT

Houlton, ME

OverpricedModerate · 27
$28,99597,414 mi

Market: $21,000 – $27,694

Comparison: 27 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Houlton, ME

2018 Toyota Tacoma TRD Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 Toyota Tacoma TRD Sport

Houlton, ME

UnscoredInsufficient · 0
$28,99592,191 mi

Houlton, ME

2019 RAM 1500 Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2019 RAM 1500 Sport

Presque Isle, ME

UnscoredInsufficient · 0
$29,390106,536 mi

Presque Isle, ME

2023 Chevrolet Silverado 1500 Custom

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Chevrolet Silverado 1500 Custom

Houlton, ME

Fair PriceLimited · 18
$29,99563,346 mi

Market: $27,489 – $32,494

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 140 days listed (based on current market benchmarks)

Houlton, ME

2017 GMC Sierra 1500 SLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 GMC Sierra 1500 SLT

Presque Isle, ME

UnscoredInsufficient · 0
$29,99578,227 mi

Presque Isle, ME

2023 Honda Ridgeline RTL-E

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Honda Ridgeline RTL-E

Presque Isle, ME

UnscoredInsufficient · 0
$30,49485,961 mi

Presque Isle, ME

2023 Hyundai Santa Cruz Limited

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Hyundai Santa Cruz Limited

Presque Isle, ME

UnscoredInsufficient · 0
$30,49431,296 mi

Presque Isle, ME

No Photo

2021 Ford F-150 XLT

Houlton, ME

Fair PriceModerate · 29
$30,99592,973 mi

Market: $24,139 – $36,995

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 120 days listed (based on current market benchmarks)

Houlton, ME

2017 Ford F-250 Super Duty XL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 Ford F-250 Super Duty XL

Caribou, ME

UnscoredInsufficient · 0
$30,99575,393 mi

Caribou, ME

2023 RAM 1500 Classic SLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 RAM 1500 Classic SLT

Caribou, ME

UnscoredInsufficient · 0
$31,995Mileage not verified

Caribou, ME

2020 Ford F-150 XLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2020 Ford F-150 XLT

Caribou, ME

OverpricedModerate · 21
$31,99560,408 mi

Market: $25,495 – $31,969

Comparison: 21 similar vehicles

Caribou, ME

No Photo

2020 Ford F-150 XLT

Houlton, ME

UnscoredInsufficient · 0
$31,99535,286 mi

Houlton, ME

2019 Ford F-150 Lariat

Image from the dealer's site. OAV does not own, control, or store dealer images.

2019 Ford F-150 Lariat

Houlton, ME

UnscoredLimited · 8
$31,995103,639 mi

Comparison: 8 similar vehicles

Houlton, ME

2023 Chevrolet Silverado 1500 Work Truck

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Chevrolet Silverado 1500 Work Truck

Presque Isle, ME

UnscoredInsufficient · 0
$32,39018,796 mi

Presque Isle, ME

2023 RAM 1500 Classic SLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 RAM 1500 Classic SLT

Presque Isle, ME

UnscoredInsufficient · 0
$32,49441,440 mi

Presque Isle, ME

No Photo

2023 Toyota Tundra SR5

Houlton, ME

UnscoredLimited · 11
$32,995111,637 mi

Comparison: 11 similar vehicles

Houlton, ME

2021 Chevrolet Silverado 1500 LTZ

Image from the dealer's site. OAV does not own, control, or store dealer images.

2021 Chevrolet Silverado 1500 LTZ

Houlton, ME

Fair PriceModerate · 26
$32,99581,752 mi

Market: $31,499 – $40,299

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 192 days listed (based on current market benchmarks)

Houlton, ME

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles is selling faster than its market baseline, and this listing is still within the cohort’s typical selling window. It is separate from OAV’s price verdict. A Demand-Verified Deal is a listing that carries the badge and is also rated Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin). The Deal is the intersection of the two signals. Each Demand-Verified listing shows its cohort’s typical sell-time, its days-on-lot, and a comparable count. Listings without sufficient, fresh cohort coverage get no label, and the section hides itself when none on a page qualify, so the signal stays honest.

Current status: the Demand-Verified badge is withheld on every listing while OAV re-validates the sell-through claim behind it, so no Top Demand-Verified Deals section is showing anywhere on the site right now. The sell-through evidence itself still appears on listings where a cohort supports it, and Price-to-Market verdicts are unaffected. The badge returns only if the re-validation confirms the claim.

See the full Demand-Verified Deals methodology for the labeling rules and examples.

Example market pages

OAV answers these questions

What are the best priced vehicles?
Great Deal means priced below the comparable-range floor by at least OAV's minimum-gap margin; Fair Price means priced within the comparable range, or below the floor by less than that margin.
Which vehicles are priced below market?
Vehicles rated Great Deal are priced below the comparable-range floor by at least OAV's minimum-gap margin. Each one links to its vehicle page.
Which listings are Demand-Verified?
A listing is Demand-Verified when the matched sold cohort of similar vehicles is moving faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not aged beyond the cohort's typical selling window. It is sell-through evidence about demand, and is separate from OAV's price-to-market verdict.
Which vehicles are priced below comparable listings?
OAV's Price-to-Market analysis compares a listing's asking price against similar cars, using year, make, model, geography, and available configuration attributes, with trim/configuration matching applied where sufficient comparable data supports it. Mileage is never used to select comparables or adjust their prices. OAV withholds a verdict when mileage looks unreliable, or when higher-than-typical mileage, not a market discount, better explains a lower price. Over 120,000 miles, OAV still publishes Overpriced but withholds Great Deal and Fair Price: comparable cars usually have fewer miles, which can make those two verdicts misleading. Where OAV publishes a verdict, a listing priced below the comparable-range floor by at least OAV's minimum-gap margin is rated Great Deal; one priced within the comparable range, or below the floor by less than that margin, is Fair Price.

How OAV.io compares with CarGurus, Cars.com and TrueCar

  • Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value.
  • CarGurus gives listings Deal Ratings based on its Instant Market Value (IMV), its estimate of a fair market price for a specific vehicle in a specific market.
  • Cars.com shows deal badges that compare a listing's price to similar vehicles in the same market.
  • Edmunds publishes car reviews and provides deal ratings on new and used listings.
  • iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale.
  • J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values.
  • TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers.

OAV.io is not a marketplace and does not sell cars. It helps shoppers find new and used cars at dealerships and evaluates each listing VIN by VIN against comparable listings, showing the comparable count, market range and as-of date for each rated listing. Its rating thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io rating, its eligibility or a listing's placement on OAV.io. Ratings are not guarantees of price or value, nor statements about a dealer in general.

How OAV.io compares

CarGurus, Instant Market Value, Deal Ratings, Cars.com, iSeeCars, TrueCar, TrueCar Price Graph, Edmunds, J.D. Power, NADA Used Car Guide, NADAguides, Carfax and CARFAX Value are trademarks of their respective owners. OAV.io is not affiliated with, sponsored by or endorsed by any of them.

How OAV works

How does OAV rate vehicle deals?
OAV compares a listing's asking price against similar vehicles currently for sale and publishes a Price-to-Market verdict only when the evidence supports one. OAV rates scored listings as Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin), Fair Price (priced within the comparable range, or below the floor by less than that margin), or Overpriced (priced above the comparable range). Listings OAV cannot score on the available evidence are shown as Unscored rather than receiving an unsupported verdict. Ratings are recomputed as OAV processes new inventory data through its daily pipeline; each page shows the market snapshot used for its analysis.
How fresh is OAV's vehicle data?
OAV processes inventory, pricing, and days-on-lot data daily from the dealer source. Every market page and VIN page carries a “Market snapshot” timestamp showing the snapshot date the page was built from, so the exact data vintage is always visible.
Does OAV include days on lot?
Yes. OAV records days-on-lot from the dealer feed when the feed supplies it. Days-on-lot is a separate demand signal, never an input to the Price-to-Market verdict.
Are OAV dealers verified?
Dealer profiles include public market summaries from live inventory data — make mix, deal mix, average days on lot, market position. Claimed OAV dealers route inbound buyer inquiries and control verified contact information. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
What technology powers OAV's deal ratings?
Certain vehicle market-standardization methods are covered by U.S. Patent No. 12,236,477; the Price-to-Market verdict method is the subject of a pending U.S. patent application. The standardization technology normalizes naming conventions and deduplicates cross-listed inventory across the dealership network, so every comparable-market calculation is drawn from a clean, unified data set.

Related questions

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